{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 处理数据集 Part 1\n",
    "\n",
    "* 数据集是根据trait和type爬取，所以数据会有冗余，需要合并\n",
    "* 将合并的数据，更新到movie表中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pymysql\n",
    "import pymysql.cursors\n",
    "from functools import reduce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_table('C:\\T2\\AI\\douban\\movie.csv',sep=',',encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>类型</th>\n",
       "      <th>主演</th>\n",
       "      <th>地区</th>\n",
       "      <th>导演</th>\n",
       "      <th>特色</th>\n",
       "      <th>评分</th>\n",
       "      <th>电影名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>剧情</td>\n",
       "      <td>徐峥|王传君|周一围|谭卓|章宇</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>文牧野</td>\n",
       "      <td>经典</td>\n",
       "      <td>8.9</td>\n",
       "      <td>我不是药神</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>剧情</td>\n",
       "      <td>冯小刚|许晴|张涵予|刘桦|李易峰</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>管虎</td>\n",
       "      <td>经典</td>\n",
       "      <td>7.8</td>\n",
       "      <td>老炮儿</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>剧情</td>\n",
       "      <td>王宝强|刘昊然|肖央|刘承羽|尚语贤</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>陈思诚</td>\n",
       "      <td>经典</td>\n",
       "      <td>6.7</td>\n",
       "      <td>唐人街探案2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>剧情</td>\n",
       "      <td>任素汐|大力|刘帅良|裴魁山|阿如那</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>周申|刘露</td>\n",
       "      <td>经典</td>\n",
       "      <td>8.3</td>\n",
       "      <td>驴得水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>剧情</td>\n",
       "      <td>徐峥|王宝强|李曼|李小璐|左小青</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>叶伟民</td>\n",
       "      <td>经典</td>\n",
       "      <td>7.5</td>\n",
       "      <td>人在囧途</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   类型                  主演    地区     导演  特色   评分     电影名\n",
       "0  剧情    徐峥|王传君|周一围|谭卓|章宇  中国大陆    文牧野  经典  8.9   我不是药神\n",
       "1  剧情   冯小刚|许晴|张涵予|刘桦|李易峰  中国大陆     管虎  经典  7.8     老炮儿\n",
       "2  剧情  王宝强|刘昊然|肖央|刘承羽|尚语贤  中国大陆    陈思诚  经典  6.7  唐人街探案2\n",
       "3  剧情  任素汐|大力|刘帅良|裴魁山|阿如那  中国大陆  周申|刘露  经典  8.3     驴得水\n",
       "4  剧情   徐峥|王宝强|李曼|李小璐|左小青  中国大陆    叶伟民  经典  7.5    人在囧途"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%config ZMQInteractiveShell.ast_node_interactivity = 'all'\n",
    "#df['主演'].apply(lambda x:x.split('|'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['剧情', '犯罪', '动作']\n",
      "['感人', '经典']\n",
      "冯小刚|许晴|张涵予|刘桦|李易峰\n"
     ]
    }
   ],
   "source": [
    "# help(pd.core.series.Series)\n",
    "movieinfo = df[df['电影名'] == '老炮儿']\n",
    "types = movieinfo['类型'].tolist()\n",
    "print(list(set(types)))\n",
    "\n",
    "traits = movieinfo['特色'].tolist()\n",
    "print(list(set(traits)))\n",
    "\n",
    "print(movieinfo['主演'].iloc[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "(5, 7)\n",
      "disable movie 大明劫\n",
      "(3, 7)\n",
      "(6, 7)\n",
      "(5, 7)\n",
      "(2, 7)\n",
      "(2, 7)\n",
      "(5, 7)\n",
      "disable movie 异形：契约\n",
      "(6, 7)\n",
      "(4, 7)\n",
      "disable movie 情热大陆 水原希子篇\n",
      "disable movie 行过死荫之地\n",
      "(18, 7)\n",
      "(15, 7)\n",
      "(6, 7)\n",
      "(12, 7)\n",
      "(3, 7)\n",
      "(10, 7)\n",
      "disable movie 天下无贼\n",
      "(15, 7)\n",
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      "(3, 7)\n",
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      "(15, 7)\n",
      "disable movie 虫虫危机\n",
      "(3, 7)\n",
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      "disable movie 蒸汽男孩\n",
      "(4, 7)\n",
      "(4, 7)\n",
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      "(10, 7)\n",
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      "disable movie 翻译风波\n",
      "(4, 7)\n",
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      "disable movie 德拉姆\n",
      "(6, 7)\n",
      "(23, 7)\n",
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      "(1, 7)\n",
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      "(6, 7)\n",
      "disable movie 瓦尔特保卫萨拉热窝\n",
      "(9, 7)\n",
      "disable movie 天云山传奇\n",
      "(5, 7)\n",
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      "disable movie 爱情是狗娘\n",
      "(14, 7)\n",
      "(3, 7)\n",
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      "(32, 7)\n",
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      "(3, 7)\n",
      "disable movie 成为约翰·马尔科维奇\n",
      "disable movie 第25小时\n",
      "(2, 7)\n",
      "disable movie 微观世界\n",
      "(13, 7)\n",
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      "disable movie 性、谎言和录像带\n",
      "(2, 7)\n",
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      "disable movie 沙漠妖姬\n",
      "(10, 7)\n",
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      "disable movie 疯狂的麦克斯2\n",
      "(3, 7)\n",
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      "(6, 7)\n",
      "disable movie 再见，孩子们\n",
      "disable movie 天崩地裂\n",
      "(16, 7)\n",
      "disable movie 败家仔\n",
      "(10, 7)\n",
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      "disable movie 惊曝内幕\n",
      "(4, 7)\n",
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      "disable movie 死囚漫步\n",
      "(3, 7)\n",
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      "disable movie 北方的纳努克\n",
      "(6, 7)\n",
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      "disable movie 机智问答\n",
      "(6, 7)\n",
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      "disable movie 烈血天空\n",
      "(6, 7)\n",
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      "disable movie 家宴\n",
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      "(5, 7)\n",
      "disable movie 稻草狗\n",
      "disable movie 苏姗娜的故事\n",
      "(3, 7)\n",
      "disable movie 鬼娃新娘\n",
      "(4, 7)\n",
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      "disable movie 惊声尖叫3\n",
      "(8, 7)\n",
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      "disable movie 持摄影机的人\n",
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      "disable movie 替身杀手\n",
      "(2, 7)\n",
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      "disable movie 抚养亚利桑纳\n",
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      "disable movie 四个房间\n",
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      "disable movie 马文的房间\n",
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      "disable movie 第一夫人的保镖\n",
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      "disable movie 末日戒备\n",
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      "disable movie 火云传奇\n",
      "(2, 7)\n",
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      "disable movie 战略高手\n",
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      "disable movie 总统班底\n",
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      "disable movie 杀戮时刻\n",
      "(2, 7)\n",
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      "disable movie 雾港水手\n",
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      "disable movie 傻瓜大闹科学城\n",
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      "(4, 7)\n",
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      "disable movie 桃色追捕令\n",
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      "disable movie 流星语\n",
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      "(4, 7)\n",
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      "disable movie 阿德曼动画精选：超级无敌掌门狗\n",
      "disable movie 天鹅绒金矿\n",
      "(3, 7)\n",
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      "disable movie 变种DNA\n",
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      "disable movie 疯狂的麦克斯3\n",
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      "disable movie 伊万的童年\n",
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      "disable movie 蝙蝠侠与罗宾\n",
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      "disable movie 爱情短片\n",
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      "(10, 7)\n",
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      "disable movie 玫瑰之名\n",
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      "(12, 7)\n",
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      "(6, 7)\n",
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      "disable movie 爱上百分百英雄\n",
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      "disable movie 蝙蝠侠归来\n",
      "disable movie 复仇在我\n",
      "(8, 7)\n",
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      "disable movie 风语战士\n",
      "(9, 7)\n",
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      "(10, 7)\n",
      "disable movie 影子大亨\n",
      "(18, 7)\n",
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      "disable movie 圣血\n",
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      "(5, 7)\n",
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      "disable movie 真实罗曼史\n",
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      "disable movie 红潮风暴\n",
      "(6, 7)\n",
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      "disable movie 史前巨鳄\n",
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      "disable movie 可爱的动物\n",
      "disable movie 阿曼动画之超级无敌掌门狗系列1\n",
      "(6, 7)\n",
      "(5, 7)\n",
      "disable movie 恐惧拉斯维加斯\n",
      "(4, 7)\n",
      "(3, 7)\n",
      "disable movie 杀手阿一\n",
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      "disable movie 永远的蝙蝠侠\n",
      "(16, 7)\n",
      "(3, 7)\n",
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      "disable movie 疯狂的麦克斯\n",
      "(5, 7)\n",
      "disable movie 每天爱你8小时\n",
      "(11, 7)\n",
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      "disable movie 火线狙击\n",
      "(5, 7)\n",
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      "disable movie 致命快感\n",
      "(3, 7)\n",
      "disable movie 勇者无惧\n",
      "disable movie 异世浮生\n",
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      "disable movie 猫的协奏曲\n",
      "(4, 7)\n",
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      "disable movie 运转手之恋\n",
      "disable movie 见鬼\n",
      "(6, 7)\n",
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      "disable movie 八毫米\n",
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      "disable movie 全职杀手\n",
      "(3, 7)\n",
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      "disable movie 超级无敌掌门狗：剃刀边缘\n",
      "(4, 7)\n",
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      "disable movie 宫本武藏\n",
      "(2, 7)\n",
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      "disable movie 慕德家一夜\n",
      "(6, 7)\n",
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      "disable movie 大都会传奇\n",
      "(5, 7)\n",
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      "disable movie 上班一条虫\n",
      "disable movie 神秘失踪\n",
      "(12, 7)\n",
      "disable movie 生命的证据\n",
      "(9, 7)\n",
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      "disable movie 武士\n",
      "(5, 7)\n",
      "disable movie 紫雨风暴\n",
      "(4, 7)\n",
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      "disable movie 小孤儿\n",
      "(3, 7)\n",
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      "(17, 7)\n",
      "(9, 7)\n",
      "(9, 7)\n",
      "(6, 7)\n",
      "disable movie 诺斯费拉图：夜晚的幽灵\n",
      "(6, 7)\n",
      "(2, 7)\n",
      "disable movie 花与树\n",
      "(1, 7)\n",
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      "(5, 7)\n",
      "disable movie 幻影特攻\n",
      "disable movie 地狱无门\n",
      "(2, 7)\n",
      "disable movie 终极密码战\n",
      "(10, 7)\n",
      "disable movie 浅坟\n",
      "(5, 7)\n",
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      "(3, 7)\n",
      "disable movie 魔法圣婴\n",
      "disable movie 总有骄阳\n",
      "(3, 7)\n",
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      "disable movie 紧急迫降\n",
      "(1, 7)\n",
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      "disable movie 霹雳娇娃2\n",
      "(8, 7)\n",
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      "(23, 7)\n",
      "disable movie 科伦拜校园事件\n",
      "(3, 7)\n",
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      "(4, 7)\n",
      "disable movie 义盖云天\n",
      "(10, 7)\n",
      "(5, 7)\n",
      "(6, 7)\n",
      "disable movie 刮痧\n",
      "disable movie 自由的幻影\n",
      "(6, 7)\n",
      "disable movie 杀手之王\n",
      "disable movie 着魔\n",
      "(3, 7)\n",
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      "(10, 7)\n",
      "disable movie 新火烧红莲寺\n",
      "(2, 7)\n",
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      "disable movie 惊魂眼\n",
      "(2, 7)\n",
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      "(3, 7)\n",
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      "(3, 7)\n",
      "disable movie 生死时速2：海上惊情\n",
      "(3, 7)\n",
      "disable movie 怪房客\n",
      "(2, 7)\n",
      "(2, 7)\n",
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      "disable movie 超完美谋杀案\n",
      "(6, 7)\n",
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      "(4, 7)\n",
      "disable movie 阴阳路5：一见发财\n",
      "(6, 7)\n",
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      "disable movie 南京大屠杀\n",
      "(6, 7)\n",
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      "disable movie 星银岛\n",
      "(5, 7)\n",
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      "disable movie 幸福时光\n",
      "(6, 7)\n",
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      "disable movie 鬼铃\n",
      "(7, 7)\n",
      "disable movie 同居蜜友\n",
      "disable movie 白气球\n",
      "disable movie 银色·性·男女\n",
      "(2, 7)\n",
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      "disable movie 巴顿·芬克\n",
      "(2, 7)\n",
      "disable movie 异灵灵异2002\n",
      "(21, 7)\n",
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      "disable movie 射杀钢琴师\n",
      "disable movie 雷霆战警\n",
      "(6, 7)\n",
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      "disable movie 关于施密特\n",
      "disable movie 阴阳路2：我在你左右\n",
      "(2, 7)\n",
      "disable movie 像鸡毛一样飞\n",
      "(5, 7)\n",
      "disable movie 傻瓜入狱记\n",
      "(2, 7)\n",
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      "(16, 7)\n",
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      "(3, 7)\n",
      "disable movie K-19：寡妇制造者\n",
      "disable movie 安德烈·卢布廖夫\n",
      "disable movie 母亲的城堡\n",
      "(8, 7)\n",
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      "disable movie 夜与雾\n",
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      "disable movie 天兆\n",
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      "disable movie 蛇眼\n",
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      "(3, 7)\n",
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      "(3, 7)\n",
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      "disable movie 高度戒备\n",
      "disable movie 史崔特先生的故事\n",
      "(6, 7)\n",
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      "disable movie 新流星蝴蝶剑\n",
      "disable movie 裸体午餐\n",
      "(6, 7)\n",
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      "disable movie 阿瓦隆\n",
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      "disable movie 贴身情人\n",
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      "disable movie 神偷次世代\n",
      "(5, 7)\n",
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      "disable movie 危机四伏\n",
      "(3, 7)\n",
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      "disable movie 催眠\n",
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      "disable movie 特警新人类\n",
      "disable movie 香草的天空\n",
      "(3, 7)\n",
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      "disable movie 恐怖角\n",
      "(10, 7)\n",
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      "disable movie 感官游戏\n",
      "disable movie 魔法阿妈\n",
      "disable movie 毒品网络\n",
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      "disable movie 镜子\n",
      "(3, 7)\n",
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      "(6, 7)\n",
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      "(4, 7)\n",
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      "disable movie 惊声尖叫2\n",
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      "disable movie 和尚与飞鱼\n",
      "(4, 7)\n",
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      "disable movie 下一站…天后\n",
      "(8, 7)\n",
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      "disable movie 鬼作秀2\n",
      "(4, 7)\n",
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      "disable movie 非常突然\n",
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      "disable movie 新最佳拍档\n",
      "(6, 7)\n",
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      "disable movie 十日谈\n",
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      "disable movie 烈火战车2：极速传说\n",
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      "disable movie 父与女\n",
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      "disable movie 鹬蚌相争\n",
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      "disable movie 天地玄黄\n",
      "(5, 7)\n",
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      "disable movie 夕阳天使\n",
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      "disable movie 没事偷着乐\n",
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      "disable movie 人性污点\n",
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      "disable movie 欲望法则\n",
      "(3, 7)\n",
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      "disable movie 独行杀手\n",
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      "(6, 7)\n",
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      "disable movie 哗！英雄\n",
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      "disable movie 基地疑云\n",
      "(4, 7)\n",
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      "disable movie 杨过与小龙女\n",
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      "(6, 7)\n",
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      "disable movie 赌神3之少年赌神\n",
      "disable movie 偷窥\n",
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      "(5, 7)\n",
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      "disable movie 一日钟情\n",
      "(2, 7)\n",
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      "disable movie 生死豪情\n",
      "(6, 7)\n",
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      "(4, 7)\n",
      "disable movie 不道德的审判\n",
      "disable movie 丈夫、太太与情人\n",
      "(9, 7)\n",
      "disable movie 加州杀手\n",
      "(5, 7)\n",
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      "disable movie 冷血惊魂\n",
      "(10, 7)\n",
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      "disable movie 不死劫\n",
      "(5, 7)\n",
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      "disable movie 生命中不能承受之情\n",
      "(4, 7)\n",
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      "disable movie 睁开你的双眼\n",
      "disable movie 四千金的情人\n",
      "(4, 7)\n",
      "(2, 7)\n",
      "disable movie 摇滚芭比\n",
      "(3, 7)\n",
      "disable movie 的士判官\n",
      "(2, 7)\n",
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      "disable movie 贪吃树\n",
      "(5, 7)\n",
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      "disable movie 风月奇谭\n",
      "(6, 7)\n",
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      "disable movie 乌鼠机密档案\n",
      "(5, 7)\n",
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      "(2, 7)\n",
      "disable movie 大提琴手\n",
      "disable movie 特警新人类2：机动任务\n",
      "(10, 7)\n",
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      "disable movie 特务迷城\n",
      "disable movie 咒乐园\n",
      "(4, 7)\n",
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      "(12, 7)\n",
      "disable movie 活色生香\n",
      "(1, 7)\n",
      "disable movie 坏小子特攻\n",
      "disable movie 赵先生\n",
      "(8, 7)\n",
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      "disable movie 武侠七公主\n",
      "(11, 7)\n",
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      "disable movie 七月十四\n",
      "(4, 7)\n",
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      "disable movie 阴阳路3：升棺发财\n",
      "(3, 7)\n",
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      "disable movie 爱您爱到杀死您\n",
      "(1, 7)\n",
      "disable movie 幽灵人间\n",
      "(6, 7)\n",
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      "(1, 7)\n",
      "disable movie 天地英雄\n",
      "(4, 7)\n",
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      "disable movie 鬼影人\n",
      "(4, 7)\n",
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      "(6, 7)\n",
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      "disable movie 卫斯理传奇\n",
      "disable movie 锡铁小兵\n",
      "(3, 7)\n",
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      "(1, 7)\n",
      "disable movie 基佬四十\n",
      "(3, 7)\n",
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      "disable movie 风尘三侠\n",
      "(4, 7)\n",
      "(5, 7)\n",
      "(6, 7)\n",
      "(9, 7)\n",
      "(4, 7)\n",
      "(3, 7)\n",
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      "(4, 7)\n",
      "disable movie 蒙古精神\n",
      "disable movie 爸爸去出差\n",
      "(14, 7)\n",
      "(11, 7)\n",
      "disable movie 朦胧的欲望\n",
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      "disable movie 严密监视的列车\n",
      "(5, 7)\n",
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      "disable movie 杀手壕\n",
      "disable movie 玩命快递\n",
      "(3, 7)\n",
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      "disable movie 你妈妈也一样\n",
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      "disable movie 战栗黑洞\n",
      "(3, 7)\n",
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      "disable movie 双峰镇：与火同行\n",
      "(2, 7)\n",
      "disable movie 洗澡\n",
      "(4, 7)\n",
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      "disable movie 战场上的快乐圣诞\n",
      "(2, 7)\n",
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      "disable movie 蔑视\n",
      "(1, 7)\n",
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      "disable movie 跳跃大搜查线：湾岸署史上最恶的3日间\n",
      "(2, 7)\n",
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      "disable movie 五岁庵\n",
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      "disable movie 飞天舞\n",
      "(2, 7)\n",
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      "disable movie 坎特伯雷故事集\n",
      "(8, 7)\n",
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      "disable movie 锦绣前程\n",
      "disable movie 我和爸爸\n",
      "disable movie 百变狸猫\n",
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      "disable movie 我要复仇\n",
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      "disable movie 鬼童院\n",
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      "disable movie 威龙猛探\n",
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      "disable movie 西洋镜\n",
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      "disable movie 最终幻想：灵魂深处\n",
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      "disable movie X圣治\n",
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      "disable movie 浮云世事\n",
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      "disable movie 双瞳\n",
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      "disable movie 黄飞鸿之铁鸡斗蜈蚣\n",
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      "(3, 7)\n",
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      "disable movie GO!大暴走\n",
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      "(2, 7)\n",
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      "disable movie 古墓丽影2\n",
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      "disable movie 爱比死更冷\n",
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      "disable movie 和你在一起\n",
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      "(2, 7)\n",
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      "disable movie 幽灵人间II:鬼味人间\n",
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      "disable movie 京都球侠\n",
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      "disable movie 四人餐桌\n",
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      "disable movie 秋天里的春光\n",
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      "disable movie 非常小特务2\n",
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      "disable movie 拳神\n",
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      "disable movie 爱情梦幻号\n",
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      "(3, 7)\n",
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      "disable movie 奇招尽出\n",
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      "disable movie 旅行者与魔法师\n",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\rexen\\Anaconda2\\envs\\ml3\\lib\\site-packages\\pymysql\\cursors.py:170: Warning: (1265, \"Data truncated for column 'director' at row 1\")\n",
      "  result = self._query(query)\n"
     ]
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      "(6, 7)\n",
      "(4, 7)\n",
      "(9, 7)\n",
      "(4, 7)\n",
      "disable movie 猎杀星期一\n",
      "(5, 7)\n",
      "(2, 7)\n",
      "(6, 7)\n",
      "disable movie 正义联盟：毁灭\n",
      "(4, 7)\n",
      "(3, 7)\n",
      "(8, 7)\n",
      "disable movie 星河战队：入侵\n",
      "(1, 7)\n",
      "(5, 7)\n",
      "(6, 7)\n"
     ]
    }
   ],
   "source": [
    "\n",
    " \n",
    "#获取一个数据库连接，注意如果是UTF-8类型的，需要制定数据库\n",
    "#port 必须是数字不能为字符串\n",
    "connection=pymysql.connect(host='rm-2zeqqm6994abi7b6dqo.mysql.rds.aliyuncs.com',\n",
    "                           user='noone',\n",
    "                           password='Huawei12#$',\n",
    "                           db='recsys',\n",
    "                           port=3306,\n",
    "                           charset ='utf8',\n",
    "                           use_unicode=True)\n",
    "\n",
    "def update_one_movie_info(type_, actors, region, director, trait, rat, id_):\n",
    "    try:\n",
    "        sql = 'update movie set type=\\'%s\\',actors=\\'%s\\',region=\\'%s\\',director=\\'%s\\',trait=\\'%s\\',rat=\\'%s\\',enable=1 where id=\\'%s\\'' % (type_, actors, region, director, trait, rat, id_)\n",
    "        #print(sql)\n",
    "        with connection.cursor() as cursor:\n",
    "            cout=cursor.execute(sql)\n",
    "        connection.commit()\n",
    "    except:\n",
    "        connection.close()\n",
    "        \n",
    "        \n",
    "def disable_movie(id_):\n",
    "    #print('id'+id_)\n",
    "    try:\n",
    "        sql = 'update movie set enable=0 where id=%s' % id_\n",
    "        with connection.cursor() as cursor:\n",
    "            cout=cursor.execute(sql)\n",
    "        connection.commit()\n",
    "    except:\n",
    "        connection.close()\n",
    "\n",
    "    \n",
    "def mainfunc():\n",
    "    try:\n",
    "        #获取一个游标\n",
    "        unable_list = []\n",
    "        with connection.cursor() as cursor:\n",
    "            sql='select id,name from movie'\n",
    "            cout=cursor.execute(sql)\n",
    "            print(\"数量： \"+str(cout))\n",
    "\n",
    "            for row in cursor.fetchall():\n",
    "                #注意int类型需要使用str函数转义\n",
    "                #print(row[1])\n",
    "                movieinfo = df[df['电影名'] == row[1]]\n",
    "                if movieinfo.shape[0] == 0:\n",
    "                    disable_movie(row[0])\n",
    "                    print('disable movie ' + str(row[1]))\n",
    "                else:\n",
    "                    g = lambda x:movieinfo[x].iloc[0]\n",
    "                    types = movieinfo['类型'].tolist()\n",
    "                    types = reduce(lambda x,y:x+'|'+y,list(set(types)))\n",
    "                    traits = movieinfo['特色'].tolist()\n",
    "                    traits = reduce(lambda x,y:x+'|'+y,list(set(traits)))\n",
    "                    update_one_movie_info(type_=types, actors=g('主演'), region=g('地区'), director=g('导演'), trait=traits, rat=g('评分'), id_=row[0])\n",
    "                          \n",
    "        connection.commit()\n",
    "\n",
    "    finally:\n",
    "        connection.close()\n",
    "        \n",
    "mainfunc()"
   ]
  },
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